{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2024-07-05T16:03:30.877143700Z",
     "start_time": "2024-07-05T16:03:30.065435800Z"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 传入x和y, 通过plot画图\n",
    "plt.plot([1, 0, 9], [4, 5, 6])\n",
    "# 在执行程序的时候展示图形\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-07-04T03:37:40.879226400Z",
     "start_time": "2024-07-04T03:37:40.598479800Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x,y)#x可以是迭代器，生成器，列表，元组\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-07-04T03:40:38.578358500Z",
     "start_time": "2024-07-04T03:40:38.390349100Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "#透明度0.5\n",
    "plt.plot(x,y,color='red',linewidth=2.0,linestyle='-.',alpha=0.5)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-07-04T06:34:27.638431400Z",
     "start_time": "2024-07-04T06:34:27.360213800Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, marker='o')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-07-04T06:34:57.426008900Z",
     "start_time": "2024-07-04T06:34:57.277935300Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1600x640 with 1 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import random\n",
    "x = range(2,26,2) # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "\n",
    "# 设置图片的大小\n",
    "'''\n",
    "figsize:指定figure的宽和高，单位为英寸；                                                                                                  dpi参数指定绘图对象的分辨率，即每英寸多少个像素，缺省值为80，1英寸等于2.5cm,A4纸是 21*30cm的纸张\n",
    "'''\n",
    "# 设置画布对象，figsize中对应的单位是英寸，dpi是每英寸有多少像素点\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "\n",
    "plt.plot(x,y)\t# 传入x和y, 通过plot画图\n",
    "#plt.show()\n",
    "#  保存(注意：  要放在绘制的下面,并且plt.show()会释放figure资源，如果在显示图像之后保存图片将只能保存空图片。)\n",
    "# plt.savefig('./t1.png')\n",
    " # 图片的格式也可以保存为svg这种矢量图格式，这种矢量图放在网页中放大后不会有锯齿\n",
    "plt.savefig('./t1.svg')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-07-04T06:41:32.224755700Z",
     "start_time": "2024-07-04T06:41:31.973454300Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 7.5 给x轴Y轴设置刻度"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x1ee7046b080>]"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1600x640 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = range(2,26,2) # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "# 设置x轴的刻度\n",
    "# plt.xticks(x)\n",
    "# plt.xticks(range(1,25))\n",
    "# 设置y轴的刻度\n",
    "# plt.yticks(y)\n",
    "# plt.yticks(range(min(y),max(y)+1))\n",
    "\n",
    "\n",
    "# 构造x轴刻度标签\n",
    "x_ticks=range(1,25)\n",
    "x_ticks_label = [\"{}:00\".format(i) for i in x_ticks]\n",
    "#rotation = 45, 旋转45度\n",
    "plt.xticks(x_ticks,x_ticks_label,rotation=45)\n",
    "# 设置y轴的刻度标签\n",
    "y_ticks_label = [\"{}℃\".format(i) for i in range(min(y),max(y)+1)]\n",
    "plt.yticks(range(min(y),max(y)+1),y_ticks_label)\n",
    "\n",
    "\n",
    "plt.plot(x,y)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-07-04T06:52:45.988902900Z",
     "start_time": "2024-07-04T06:52:45.626652500Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "7.6 设置显示中文"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x1ee7204a9c0>]"
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1600x640 with 1 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import font_manager\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\STSONG.TTF',size=18)\n",
    "x = range(0,120)\n",
    "y = [random.randint(10,30) for i in range(120)]\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "\n",
    "plt.xlabel('时间',fontproperties=my_font)\n",
    "plt.ylabel(\"次数\",fontproperties=my_font)\n",
    "# 设置标题\n",
    "plt.title('每分钟跳动次数',color='red',fontproperties=my_font)\n",
    "plt.plot(x,y)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-07-04T06:59:49.189108400Z",
     "start_time": "2024-07-04T06:59:48.789445100Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "7.7一图多线"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1600x640 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 假设大家在30岁的时候，根据自己的实际情况，统计出来你和你同事各自从11岁到30岁每年交的男/女朋友的数量如列表y1和\n",
    "# y2，请在一个图中绘制出该数据的折线图，从而分析每年交朋友的数量走势。\n",
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "\n",
    "x = range( 11, 31 )  # # 设置图形\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "'''\n",
    "添加图例:label 对线的解释，然后用plt.legend添加到图片上;\n",
    "添加颜色: color='red'\n",
    "线条风格： linestyle='-';   - 实线 、 -- 虚线，破折线、 -. 点划线、 : 点虚线，虚线、 '' 留空或空格线条粗细： linewidth = 5\n",
    "透明度：   alpha=0.5\n",
    "'''\n",
    "plt.plot( x, y1, color='red', label='自己' )\n",
    "plt.plot( x, y2, color='blue', label='同事' )\n",
    "# 设置x轴刻度\n",
    "xtick_labels = ['{}岁'.format( i ) for i in x]\n",
    "my_font = font_manager.FontProperties( fname='C:\\\\Windows\\\\Fonts\\\\STSONG.TTF', size=18 )\n",
    "plt.xticks( x, xtick_labels, fontproperties=my_font, rotation=45 )\n",
    "#绘制网格\n",
    "plt.grid( alpha=0.4 )\n",
    "#添加图例\n",
    "plt.legend( loc='upper right', prop=my_font)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-07-04T07:04:11.243785700Z",
     "start_time": "2024-07-04T07:04:10.956942300Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 7.8拓展（一图多个坐标系子图）"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 4 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1600x800 with 0 Axes>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#pip install numpy\n",
    "import numpy as np\n",
    "x  =  np.arange(1,  100) #划分子图\n",
    "fig,axes=plt.subplots(2,2)\n",
    "ax1=axes[0,0]\n",
    "ax2=axes[0,1]\n",
    "ax3=axes[1,0]\n",
    "ax4=axes[1,1]\n",
    "\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) #作图1\n",
    "ax1.plot(x, x) # 作 图 2\n",
    "ax2.plot(x, -x) #作图3\n",
    "ax3.plot(x, x**2)\n",
    "# ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3) #作图4\n",
    "ax4.plot(x, np.log(x))\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-07-04T07:06:47.169592500Z",
     "start_time": "2024-07-04T07:06:46.806294600Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1600x800 with 4 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(1,100)\n",
    "#新建figure对象\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) #新建子图1\n",
    "ax1=fig.add_subplot(2,2,1)\n",
    "ax1.plot(x, x)\n",
    "#新建子图2\n",
    "ax3=fig.add_subplot(2,2,2)\n",
    "ax3.plot(x, x**2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3)\n",
    "# 新 建 子 图 3\n",
    "ax4=fig.add_subplot(2,2,3)\n",
    "ax4.plot(x, np.log(x))\n",
    "\n",
    "ax2=fig.add_subplot(2,2,4)\n",
    "ax2.plot(x, -x)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-07-04T07:09:27.111894300Z",
     "start_time": "2024-07-04T07:09:26.599122600Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 8 绘制散点图"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1600x640 with 1 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14, 15, 15, 15, 19, 21, 22, 22, 22,\n",
    "     23]\n",
    "x = range( 1, 32 )\n",
    "\n",
    "# 设置图形大小\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "# 使用scatter绘制散点图\n",
    "plt.scatter( x, y, label='3月份' )\n",
    "# 调整x轴的刻度\n",
    "my_font = font_manager.FontProperties( fname='C:\\\\Windows\\\\Fonts\\\\STSONG.TTF', size=18 )\n",
    "\n",
    "_xticks_labels = ['3月{}日'.format( i ) for i in x]\n",
    "\n",
    "plt.xticks( x[::3], _xticks_labels[::3], fontproperties=my_font, rotation=45)\n",
    "plt.xlabel( ' 日 期 ', fontproperties=my_font )\n",
    "plt.ylabel( '温度', fontproperties=my_font )\n",
    "# 图 例\n",
    "plt.legend( prop=my_font )\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-07-04T07:15:13.878752800Z",
     "start_time": "2024-07-04T07:15:13.571155500Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 9 绘制柱形图"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1600x640 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "my_font =  font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\STSONG.TTF',size=16)\n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "\n",
    "# 绘制条形图的方法\n",
    "'''\n",
    "width=0.3  条形的宽度\n",
    "'''\n",
    "rects = plt.bar(range(len(b)),b,width=0.3,color='r')\n",
    "plt.xticks(range(len(a)),a,fontproperties=my_font,rotation=45)\n",
    "for rect in rects: # 遍历每一个柱形\n",
    "    height = rect.get_height() # 获取柱形高度\n",
    "    plt.text(rect.get_x()+rect.get_width()/2,height+0.4,str(height),ha='center',va='bottom')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-07-04T07:24:38.453737800Z",
     "start_time": "2024-07-04T07:24:38.251264300Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 9直方图"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "78\n"
     ]
    },
    {
     "ename": "NameError",
     "evalue": "name 'my_font' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[1;31mNameError\u001B[0m                                 Traceback (most recent call last)",
      "Cell \u001B[1;32mIn[2], line 30\u001B[0m\n\u001B[0;32m     27\u001B[0m plt\u001B[38;5;241m.\u001B[39mgrid(linestyle\u001B[38;5;241m=\u001B[39m\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124m--\u001B[39m\u001B[38;5;124m\"\u001B[39m, alpha\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m0.5\u001B[39m)\n\u001B[0;32m     29\u001B[0m \u001B[38;5;66;03m#添 加 x,  y 轴 描 述 信 息\u001B[39;00m\n\u001B[1;32m---> 30\u001B[0m plt\u001B[38;5;241m.\u001B[39mxlabel(\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124m电影时长大小\u001B[39m\u001B[38;5;124m\"\u001B[39m,fontproperties\u001B[38;5;241m=\u001B[39m\u001B[43mmy_font\u001B[49m)\n\u001B[0;32m     31\u001B[0m plt\u001B[38;5;241m.\u001B[39mylabel(\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124m电影的数据量\u001B[39m\u001B[38;5;124m\"\u001B[39m,fontproperties\u001B[38;5;241m=\u001B[39mmy_font)\n\u001B[0;32m     32\u001B[0m plt\u001B[38;5;241m.\u001B[39mshow()\n",
      "\u001B[1;31mNameError\u001B[0m: name 'my_font' is not defined"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 2000x800 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "time = [131,   98,    125,   131,   124,   139,   131, 117, 128, 108, 135, 138, 131, 102, 107, 114,\n",
    "119,   128,   121,   142,   127,   130,   124, 101, 110, 116, 117, 110, 128, 128, 115,   99,\n",
    "136,   126,   134,   95,    138,   117,   111,78, 132, 124, 113, 150, 110, 117,  86,    95, 144,\n",
    "105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101,   99, 136,123,\n",
    "117,   119,   105,   137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120,  107,   129, 116,\n",
    "108,   132,   103,   136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121,  112,   139, 125,\n",
    "138,   109,   132,   134,156, 106, 117, 127, 144, 139, 139, 119, 140,   83,    110,   102,123,\n",
    "107,   143,   115,   136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112,  114,   122, 109,\n",
    "106,   123,   116,   131,   127, 115, 118, 112, 135,115,   146,   137,   116,   103,   144,   83,    123,\n",
    "111,   110,   111,   100,   154,136, 100, 118, 119, 133,   134,   106,   129,   126,   110,   111,   109,\n",
    "141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103,\n",
    "130,   141, 117, 106, 114, 121, 114, 133, 137,    92,121,    112,   146,   97,    137, 105,  98,\n",
    "117,   112,   81,    97, 139, 113,134, 106, 144, 110, 137,  137,   111,   104,   117, 100, 111,\n",
    "101,   110,105, 129, 137, 112, 120, 113, 133, 112,    83,    94,    146,   133,   101,131, 116,\n",
    "111,   84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "\n",
    "plt.figure(figsize=(20, 8), dpi=100) # 3）绘制直方图\n",
    "print(max(time)-min(time))\n",
    "distance=2\n",
    "groups=(max(time)-min(time))//2\n",
    "\n",
    "# 修改x轴刻度显示\n",
    "plt.xticks(range(min(time), max(time))[::2])\n",
    "\n",
    "plt.hist(time,bins=groups)\n",
    "# 添加网格显示\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "#添 加 x,  y 轴 描 述 信 息\n",
    "plt.xlabel(\"电影时长大小\",fontproperties=my_font)\n",
    "plt.ylabel(\"电影的数据量\",fontproperties=my_font)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-07-05T17:05:10.841235400Z",
     "start_time": "2024-07-05T17:05:10.479147900Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 11饼状图"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"]  # 各部分标签\n",
    "size = [55, 35, 10]    # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"]   # 各部分颜色\n",
    "explode = [0, 0.05, 0] # 各部分突出值\n",
    "\"\"\"\n",
    "绘 制 饼 图\n",
    "explode： 设 置 各 部 分 突 出\n",
    "label: 设 置 各 部 分 标 签\n",
    "labeldistance:设置标签文本距圆心位置，1.1表示1.1倍半径\n",
    "autopct： 设 置 圆 里 面 文 本\n",
    "shadow：设置是否有阴影\n",
    "startangle：起始角度，默认从0开始逆时针转\n",
    "pctdistance：设置圆内文本距圆心距离返回值\n",
    "l_text：圆内部文本，\n",
    "matplotlib.text.Text object\n",
    "p_text：圆外部文本\"\"\"\n",
    "matplotlib.rcParams['font.sans-serif']=['SimHei']\n",
    "patches, l_text, p_text = plt.pie(size,explode=explode, colors=color, labels=label_list,\n",
    "                                  labeldistance=1.1, autopct=\"%1.1f%%\", shadow=True,\n",
    "                                  startangle=90, pctdistance=0.6)\n",
    "plt.axis(\"equal\")  # 设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
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